{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7083aa01",
   "metadata": {},
   "source": [
    "# 线形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "e0ad4482",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "\n",
    "x = np.arange(-11,11)\n",
    "y = 2*x+5\n",
    "y1 = 3*x-5\n",
    "y1 = 3*x+5\n",
    "# 标题\n",
    "plt.title('test')\n",
    "# 轴标签\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "# print(matplotlib.markers.Affine2D)\n",
    "## 配置属性\n",
    "# marker标记点样式 . , o v < > 1 2 3 4 5 8 s p * h H + x D d | _ (matplotlib.markers.CARETDOWNBASE)\n",
    "# fmt = '[marker][line][color]'\n",
    "#   line - : -- -.\n",
    "#   color r g b c m y k w\n",
    "# ms 定义标记大小\n",
    "# mfc 标记内部颜色\n",
    "# mec 标记边框颜色\n",
    "# ls 制定线条样式-> line\n",
    "#   lw 线条宽度\n",
    "# c 线条颜色 -> color\n",
    "\n",
    "\n",
    "# plt.plot(x,y,x,y1,marker='o')\n",
    "plt.plot(x,y,x,y1,'o:r')\n",
    "# \n",
    "plt.grid(c='k',ls='--',lw=0.9)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5267c13c",
   "metadata": {},
   "source": [
    "# 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "d40767f2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.array([1, 2, 3, 4, 5, 6, 7, 8])\n",
    "y = np.array([1, 4, 9, 16, 7, 11, 23, 18])\n",
    "z = np.array([2, 1, 3, 1, 6, 3, 4, 4])\n",
    "# s 点的大小\n",
    "# c 点的颜色\n",
    "# marker\n",
    "# cmap\n",
    "# alpha 透明度\n",
    "sizes = np.array([20,50,100,200,500,1000,60,90])\n",
    "# colors = np.array([\"red\",\"green\",\"black\",\"orange\",\"purple\",\"beige\",\"cyan\",\"magenta\"])\n",
    "colors = np.array([0, 10, 20, 30, 40, 45, 50, 55])\n",
    "# plt.scatter(x, y, s=sizes, c=colors, alpha=0.5)\n",
    "plt.scatter(x, y, s=sizes, c=colors, alpha=0.5, cmap='viridis')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "531762d9",
   "metadata": {},
   "source": [
    "# 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "b81a5c0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.array([\"Runoob-1\", \"Runoob-2\", \"Runoob-3\", \"C-RUNOOB\"])\n",
    "y = np.array([12, 22, 6, 18])\n",
    "\n",
    "# plt.bar(x,y)\n",
    "plt.barh(x,y,color = [\"#4CAF50\",\"red\",\"hotpink\",\"#556B2F\"],height=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a07385f1",
   "metadata": {},
   "source": [
    "# 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "0903eaff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "y = np.array([35, 25, 25, 15])\n",
    "\n",
    "plt.pie(y,\n",
    "        labels=['A','B','C','D'],\n",
    "        colors=[\"r\", \"c\", \"g\", \"m\"],\n",
    "        explode=(0.1, 0.2, 0.1, 0),\n",
    "        autopct='%.2f%%',\n",
    "       )\n",
    "plt.title(\"test\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "706ffdc7",
   "metadata": {},
   "source": [
    "# 多图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "67d5ca62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "#plot 1:\n",
    "x = np.array([0, 6])\n",
    "y = np.array([0, 100])\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.plot(x,y)\n",
    "plt.title(\"plot 1\")\n",
    "\n",
    "#plot 2:\n",
    "x = np.array([1, 2, 3, 4])\n",
    "y = np.array([1, 4, 9, 16])\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "plt.plot(x,y)\n",
    "plt.title(\"plot 2\")\n",
    "\n",
    "#plot 3:\n",
    "x = np.array([1, 2, 3, 4])\n",
    "y = np.array([3, 5, 7, 9])\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "plt.plot(x,y)\n",
    "plt.title(\"plot 3\")\n",
    "\n",
    "#plot 4:\n",
    "x = np.array([1, 2, 3, 4])\n",
    "y = np.array([4, 5, 6, 7])\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "plt.plot(x,y)\n",
    "plt.title(\"plot 4\")\n",
    "\n",
    "plt.suptitle(\"RUNOOB subplot Test\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "0db84880",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "x = np.linspace(0, 2*np.pi, 400)\n",
    "y = np.sin(x**2)\n",
    "ax.plot(x, y)\n",
    "ax.set_title('A')\n",
    "\n",
    "f, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n",
    "ax1.plot(x, y)\n",
    "ax1.set_title('B')\n",
    "ax2.scatter(x, y)\n",
    "\n",
    "fig, axs = plt.subplots(2, 2, subplot_kw=dict(projection=\"polar\"))\n",
    "axs[0, 0].plot(x, y)\n",
    "axs[1, 1].scatter(x, y)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
